# deepvk/USER2-small

Model from Hugging Face for sentence similarity: deepvk/USER2-small · sentence transformers

## Facts

- Type: Embedding
- Task: sentence-similarity
- Framework: sentence-transformers
- License: apache-2.0 — Permissive open license: commercial use, modification, and redistribution are permitted. (https://spdx.org/licenses/Apache-2.0.html)
- Source: https://huggingface.co/deepvk/USER2-small
- Hosting: unknown (no download location recorded)
- Files: 3 listed, none hosted here
- File counts: "listed" is every file in the source repository; only hosted files download from Hugging Bay, and the download plan lists the files it selects for one download, so its count can differ.
- Hosted here: availability unknown
- Full repo upstream: 142.6 MB
- Download: none recorded
- Per-file SHA-256: not available (no files hosted on Hugging Bay)
- Run-ready: no (Hugging Bay has not certified a run path for this model; hosted bytes are downloadable and hash-checkable only)
- Peer-assisted fallbacks: 0 verified, 0 pending review
- Downloads: 3214
- Stars: 11
- Card completeness: 96%

## Description

External Hugging Face catalog record for deepvk/USER2-small. Task: sentence similarity. Library: sentence transformers. Languages: ru. Datasets referenced by card metadata: deepvk/ru-HNP, deepvk/ru-WANLI, deepvk/cultura_ru_ed, Shitao/bge-m3-data, CarlBrendt/Summ_Dialog_News, IlyaGusev/gazeta. Popularity signal at import: 4,919 downloads and 11 likes.

## Model Card Facts

- Declared license: apache-2.0
- Pipeline: sentence-similarity
- Library: sentence-transformers
- Task categories: sentence-similarity
- Languages: ru
- Referenced datasets: deepvk/ru-HNP, deepvk/ru-WANLI, deepvk/cultura_ru_ed, Shitao/bge-m3-data, CarlBrendt/Summ_Dialog_News, IlyaGusev/gazeta, its5Q/habr_qna, wikimedia/wikipedia
- Paper ids: 2205.13147, 2401.00368
- File hints: 13 upstream file samples

## Referenced Data

- Dataset: deepvk/ru-HNP
- Dataset: deepvk/ru-WANLI
- Dataset: deepvk/cultura_ru_ed
- Dataset: Shitao/bge-m3-data
- Dataset: CarlBrendt/Summ_Dialog_News
- Dataset: IlyaGusev/gazeta
- Dataset: its5Q/habr_qna
- Dataset: wikimedia/wikipedia
- Dataset: RussianNLP/wikiomnia
- Paper: 2205.13147
- Paper: 2401.00368

## File Hints

- .gitattributes (1.5 KB)
- 1_Pooling/config.json (296 B)
- README.md (14 KB)
- assets/mrl.png (130 KB) LFS
- assets/training_stages.png (120 KB) LFS
- config.json (2.2 KB)
- config_sentence_transformers.json (359 B)
- model.safetensors (131 MB) LFS
- modules.json (229 B)
- sentence_bert_config.json (54 B)
- special_tokens_map.json (837 B)
- tokenizer.json (4.5 MB)

## Quality Checklist

- Summary: passed
- Description: passed
- Model card metadata: passed
- License: passed
- Provenance: passed
- File inventory: passed
- Hosted bytes: external
- Scan result: passed
- Manifest signature: pending

## Safety Notes

- External catalog metadata imported from Hugging Face public API on 2026-08-28T18:48:35.148Z.
- Open license detected as apache-2.0.
- Model card references dataset context: deepvk/ru-HNP, deepvk/ru-WANLI, deepvk/cultura_ru_ed, Shitao/bge-m3-data.
- Not locally hosted, mirrored, signed, or rescanned by Hugging Bay.
- Not a run kit: hosted, hash-checked bytes only; run readiness is not certified for this model yet.

## Actions

- Web: https://huggingbay.xyz/artifact/hf-model-deepvk-user2-small
- Files API: https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user2-small/files?limit=100
- Metadata: https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user2-small/metadata.json
- Distribution: https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user2-small/distribution
- Manifest: not available until files are hosted and release checks pass.
- Request mirror: POST https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user2-small/mirror-request
- Submit peer fallback for review: POST https://huggingbay.xyz/api/artifacts/hf-model-deepvk-user2-small/decentralized-fallbacks